Sweat beaded on Leo's brow. He ripped the envelope open, his hands trembling. *What?* He thought, the word a silent scream. His brother, Finn, the one who'd barely lifted a finger his entire life, was getting the boat. The sleek, expensive, damn boat.

"It's not fair," he growled, the words barely a whisper at first, then gaining volume until it was a loud, choked outburst. He'd spent years repairing engines, battling the sea, putting up with Finn's endless whining. Now, nothing.

He slammed the document down, the paper crinkling under the force. He wanted to shout, to break something, to somehow make this injustice vanish. He was a volcano, on the verge of eruption. His fists balled until his knuckles were white. The air felt thick, heavy with rage.

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

This story is one of 1,000 stories generated for the emotion irate. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 irate stories, after denoising with neutral dialogue baselines, produces the irate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the irate vector is projected through the unembedding matrix.

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253